general MCP Server
Atelier — autonomous design agent for the Google for Startups AI Agents Challenge 2026. Stitch generates. Atelier asks, converges, learns.
Discovered via github-topic:mcp and last synced 3mo ago.
Install instructions not detected yet
Check the source repository for the latest setup steps.
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CSC-D — Constitutional Self-Critique for Design
URL
Single LLM pass
Convergence Spec RFC
Interactive WYSIWYG refinement; high visual fidelity
DEMAS-D — Per-axis Provenance Matrix Design Judge
Public Eval Harness
Session-scoped, not user-legible
PerJudge — Per-Project DPO Judge with Hebbian Mutator
Proactive; reads codebase; exports HTML/Canva/PPTX; handoff bundle to Claude Code
Status
Open Eval Adapters Library
None
EvoDesign — AlphaEvolve-Inspired K-Candidate Search
WRAI — Web-Research-Augmented Intake
Vendor-neutral
Public Judge Calibration Dashboard
PADI — Project-Agnostic Descriptor Inference
PIP — Pre-Generation Intake Protocol
Governed A2UI — built on A2UI v0.9 (server-to-client subset), flag-gated
Evidence
MJG — Multi-Judge Governance
RLRD — Recursive Long-Running Discipline
--- ## Architecture Full system diagram: [architecture-diagram.md](docs/architecture/architecture-diagram.md) ```mermaid graph TB subgraph "User Layer" U["User / Designer"] DASH["Firebase Hosting<br/>Bench + Replay + Auth"] end subgraph "Auth Layer" FB["Firebase Auth<br/>Google SSO"] IAP["Cloud IAP"] end subgraph "API — Cloud Run" API["FastAPI<br/>POST /v1/generate"] end subgraph "Pipeline — 8-Node DAG" N1["N1: Brief Parser"] N14["N14: WRAI"] N2["N2: Source Resolver"] N3A["N3a: DDLC Specialist Pipeline<br/>6 roles via Stitch MCP"] N3C["N3c: Deterministic Gates<br/>6 axes"] N3D["N3d: Consensus Judge<br/>D-O-R-A-V"] N4["N4: Best Pick<br/>κ=0.70"] end subgraph "DPO Flywheel" TR["Trajectory Recorder"] MINER["DPO Pair Miner"] TUNER["GeneratorTuner"] VERTEX["Vertex AI Tuning"] end U --> DASH --> FB --> IAP --> API --> N1 N1 --> N14 --> N2 --> N3A --> N3C --> N3D --> N4 N4 --> TR --> BQ[("BigQuery")] MINER --> BQ TUNER --> MINER TUNER --> VERTEX --> N3A ``` --- ## Why Atelier? The #1 complaint across design-generation tools is not raw capability — it is legibility, control, and trust. Users cannot tell why an output was accepted, cannot see what tokens burned, cannot edit without regenerating from scratch, and get designs that drift off their brand. Invisible token burn is the top usage complaint across Stitch, v0, and Lovable. ### Comparison
DGF-D2C — Deterministic-Gate-First Design-to-Convergence
Implementing and auditing GCP VPC firewall rules to enforce network segmentation, restrict ingress and egress traffic, apply hierarchical firewall policies across the organization, and monitor firewall rule effectiveness using VPC Flow Logs.
Auditing Google Cloud Platform IAM permissions to identify overly permissive bindings, primitive role usage, service account key proliferation, and cross-project access risks using gcloud CLI, Policy Analyzer, and IAM Recommender.
Configuring Google Cloud Identity-Aware Proxy (IAP) to enforce per-request identity verification for Compute Engine, App Engine, Cloud Run, and GKE services using access levels, context-aware policies, and programmatic access with service accounts.
Implement GCP Binary Authorization to enforce deploy-time security controls that ensure only trusted, attested container images are deployed to Google Kubernetes Engine and Cloud Run.
Sample code and notebooks for Generative AI on Google Cloud, with Gemini Enterprise Agent Platform
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Learn how to use the cloud-gcp Claude skill. Complete guide with installation instructions and examples.
Learn how to use the implementing-gcp-vpc-firewall-rules Claude skill. Complete guide with installation instructions and examples.
Learn how to use the auditing-gcp-iam-permissions Claude skill. Complete guide with installation instructions and examples.